# Build a RAG corpus from documentation

**Use case:** 

Turn any website into clean markdown chunks with token estimates, headings and metadata, ready for RAG indexing.

## Input

```json
{
  "startUrls": [
    {
      "url": "https://docs.apify.com/platform"
    }
  ],
  "maxCrawlDepth": 1,
  "maxPages": 5,
  "sameDomainOnly": true,
  "includeGlobs": [],
  "excludeGlobs": [],
  "chunkSize": 1000,
  "chunkOverlap": 150,
  "minChunkChars": 200,
  "useSitemap": false,
  "sitemapUrls": [],
  "extractPdfs": false,
  "maxPdfPages": 50,
  "includeHeadingPath": true,
  "enrichMetadata": true,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

## Output

```json
{
  "url": {
    "label": "URL",
    "format": "string"
  },
  "title": {
    "label": "Title",
    "format": "string"
  },
  "chunkIndex": {
    "label": "Chunk",
    "format": "integer"
  },
  "totalChunks": {
    "label": "Total",
    "format": "integer"
  },
  "tokenEstimate": {
    "label": "Tokens",
    "format": "integer"
  },
  "text": {
    "label": "Text",
    "format": "string"
  }
}
```

## About this Actor

This example demonstrates how to use [Website to RAG Chunks](https://apify.com/cynix_dev/web-to-rag-chunks) with a specific input configuration. Visit the [Actor detail page](https://apify.com/cynix_dev/web-to-rag-chunks) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
This Task's input is already configured above — use it as-is rather than inventing a new one.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/cynix_dev/web-to-rag-chunks.md

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).